Overview

Brought to you by YData

Dataset statistics

Number of variables	29
Number of observations	4600
Missing cells	122288
Missing cells (%)	91.7%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	1.0 MiB
Average record size in memory	232.0 B

Variable types

Text	20
DateTime	1
Numeric	6
Unsupported	1
Categorical	1

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`All Time Rank` is highly overall correlated with `Track Score`	High correlation
`Amazon Playlist Count` is highly overall correlated with `Apple Music Playlist Count` and 1 other fields	High correlation
`Apple Music Playlist Count` is highly overall correlated with `Amazon Playlist Count` and 1 other fields	High correlation
`Deezer Playlist Count` is highly overall correlated with `Amazon Playlist Count` and 1 other fields	High correlation
`Track Score` is highly overall correlated with `All Time Rank`	High correlation
`Track` has 4155 (90.3%) missing values	Missing
`Album Name` has 4155 (90.3%) missing values	Missing
`Artist` has 4156 (90.3%) missing values	Missing
`Release Date` has 4155 (90.3%) missing values	Missing
`ISRC` has 4155 (90.3%) missing values	Missing
`All Time Rank` has 4155 (90.3%) missing values	Missing
`Track Score` has 4155 (90.3%) missing values	Missing
`Spotify Streams` has 4169 (90.6%) missing values	Missing
`Spotify Playlist Count` has 4160 (90.4%) missing values	Missing
`Spotify Playlist Reach` has 4160 (90.4%) missing values	Missing
`Spotify Popularity` has 4221 (91.8%) missing values	Missing
`YouTube Views` has 4187 (91.0%) missing values	Missing
`YouTube Likes` has 4189 (91.1%) missing values	Missing
`TikTok Posts` has 4248 (92.3%) missing values	Missing
`TikTok Likes` has 4234 (92.0%) missing values	Missing
`TikTok Views` has 4234 (92.0%) missing values	Missing
`YouTube Playlist Reach` has 4226 (91.9%) missing values	Missing
`Apple Music Playlist Count` has 4207 (91.5%) missing values	Missing
`AirPlay Spins` has 4200 (91.3%) missing values	Missing
`SiriusXM Spins` has 4274 (92.9%) missing values	Missing
`Deezer Playlist Count` has 4220 (91.7%) missing values	Missing
`Deezer Playlist Reach` has 4220 (91.7%) missing values	Missing
`Amazon Playlist Count` has 4221 (91.8%) missing values	Missing
`Pandora Streams` has 4229 (91.9%) missing values	Missing
`Pandora Track Stations` has 4236 (92.1%) missing values	Missing
`Soundcloud Streams` has 4401 (95.7%) missing values	Missing
`Shazam Counts` has 4211 (91.5%) missing values	Missing
`TIDAL Popularity` has 4600 (100.0%) missing values	Missing
`Explicit Track` has 4155 (90.3%) missing values	Missing
`TIDAL Popularity` is an unsupported type, check if it needs cleaning or further analysis	Unsupported

Reproduction

Analysis started	2025-01-29 14:13:11.489503
Analysis finished	2025-01-29 14:13:19.882129
Duration	8.39 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

Track
Text

Missing

Distinct	432
Distinct (%)	97.1%
Missing	4155
Missing (%)	90.3%
Memory size	36.1 KiB

Length

Max length	76
Median length	48
Mean length	16.244944
Min length	3

Characters and Unicode

Total characters	7229
Distinct characters	82
Distinct categories	10 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	423 ?
Unique (%)	95.1%

Sample

1st row	MILLION DOLLAR BABY
2nd row	Not Like Us
3rd row	i like the way you kiss me
4th row	Flowers
5th row	Houdini

Value	Count	Frequency (%)
	45	3.5%
feat	36	2.8%
the	24	1.9%
me	16	1.2%
you	16	1.2%
i	14	1.1%
it	13	1.0%
with	13	1.0%
a	10	0.8%
like	10	0.8%
Other values (767)	1097	84.8%

Most occurring characters

Value	Count	Frequency (%)
	850	11.8%
e	552	7.6%
a	453	6.3%
o	396	5.5%
i	313	4.3%
n	289	4.0%
t	288	4.0%
r	262	3.6%
s	213	2.9%
l	180	2.5%
Other values (72)	3433	47.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4257	58.9%
Uppercase Letter	1515	21.0%
Space Separator	850	11.8%
Other Punctuation	234	3.2%
Other Number	109	1.5%
Open Punctuation	80	1.1%
Close Punctuation	77	1.1%
Decimal Number	69	1.0%
Dash Punctuation	37	0.5%
Math Symbol	1	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	552	13.0%
a	453	10.6%
o	396	9.3%
i	313	7.4%
n	289	6.8%
t	288	6.8%
r	262	6.2%
s	213	5.0%
l	180	4.2%
u	151	3.5%
Other values (17)	1160	27.2%

Uppercase Letter

Value	Count	Frequency (%)
S	130	8.6%
T	116	7.7%
L	96	6.3%
A	95	6.3%
M	89	5.9%
B	83	5.5%
I	82	5.4%
D	74	4.9%
E	72	4.8%
C	70	4.6%
Other values (16)	608	40.1%

Other Punctuation

Value	Count	Frequency (%)
¿	109	46.6%
.	53	22.6%
'	21	9.0%
&	13	5.6%
"	12	5.1%
/	6	2.6%
,	5	2.1%
:	5	2.1%
!	5	2.1%
?	4	1.7%

Decimal Number

Value	Count	Frequency (%)
2	20	29.0%
0	15	21.7%
1	9	13.0%
3	8	11.6%
4	6	8.7%
5	5	7.2%
8	3	4.3%
9	1	1.4%
7	1	1.4%
6	1	1.4%

Open Punctuation

Value	Count	Frequency (%)
(	77	96.2%
[	3	3.8%

Close Punctuation

Value	Count	Frequency (%)
)	74	96.1%
]	3	3.9%

Space Separator

Value	Count	Frequency (%)
	850	100.0%

Other Number

Value	Count	Frequency (%)
½	109	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	37	100.0%

Math Symbol

Value	Count	Frequency (%)
+	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5772	79.8%
Common	1457	20.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	552	9.6%
a	453	7.8%
o	396	6.9%
i	313	5.4%
n	289	5.0%
t	288	5.0%
r	262	4.5%
s	213	3.7%
l	180	3.1%
u	151	2.6%
Other values (43)	2675	46.3%

Common

Value	Count	Frequency (%)
	850	58.3%
½	109	7.5%
¿	109	7.5%
(	77	5.3%
)	74	5.1%
.	53	3.6%
-	37	2.5%
'	21	1.4%
2	20	1.4%
0	15	1.0%
Other values (19)	92	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6902	95.5%
None	327	4.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	850	12.3%
e	552	8.0%
a	453	6.6%
o	396	5.7%
i	313	4.5%
n	289	4.2%
t	288	4.2%
r	262	3.8%
s	213	3.1%
l	180	2.6%
Other values (69)	3106	45.0%

None

Value	Count	Frequency (%)
ï	109	33.3%
½	109	33.3%
¿	109	33.3%

Album Name
Text

Missing

Distinct	406
Distinct (%)	91.2%
Missing	4155
Missing (%)	90.3%
Memory size	36.1 KiB

Length

Max length	163
Median length	53
Mean length	18.557303
Min length	1

Characters and Unicode

Total characters	8258
Distinct characters	82
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	383 ?
Unique (%)	86.1%

Sample

1st row	Million Dollar Baby - Single
2nd row	Not Like Us
3rd row	I like the way you kiss me
4th row	Flowers - Single
5th row	Houdini

Value	Count	Frequency (%)
	61	4.4%
the	38	2.7%
single	35	2.5%
me	21	1.5%
feat	20	1.4%
you	14	1.0%
for	13	0.9%
and	11	0.8%
it	11	0.8%
a	11	0.8%
Other values (767)	1153	83.1%

Most occurring characters

Value	Count	Frequency (%)
	943	11.4%
e	566	6.9%
a	403	4.9%
o	375	4.5%
i	374	4.5%
n	335	4.1%
r	276	3.3%
t	272	3.3%
s	249	3.0%
½	247	3.0%
Other values (72)	4218	51.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4456	54.0%
Uppercase Letter	1943	23.5%
Space Separator	943	11.4%
Other Punctuation	373	4.5%
Other Number	247	3.0%
Decimal Number	91	1.1%
Open Punctuation	78	0.9%
Close Punctuation	74	0.9%
Dash Punctuation	53	0.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	566	12.7%
a	403	9.0%
o	375	8.4%
i	374	8.4%
n	335	7.5%
r	276	6.2%
t	272	6.1%
s	249	5.6%
ï	247	5.5%
l	226	5.1%
Other values (17)	1133	25.4%

Uppercase Letter

Value	Count	Frequency (%)
S	200	10.3%
T	163	8.4%
A	143	7.4%
E	138	7.1%
I	100	5.1%
O	100	5.1%
M	98	5.0%
D	95	4.9%
L	95	4.9%
R	87	4.5%
Other values (16)	724	37.3%

Other Punctuation

Value	Count	Frequency (%)
¿	247	66.2%
.	34	9.1%
'	26	7.0%
:	15	4.0%
"	12	3.2%
,	11	2.9%
&	10	2.7%
?	6	1.6%
/	5	1.3%
!	4	1.1%
Other values (2)	3	0.8%

Decimal Number

Value	Count	Frequency (%)
0	18	19.8%
1	16	17.6%
2	16	17.6%
3	12	13.2%
4	9	9.9%
5	6	6.6%
7	4	4.4%
8	4	4.4%
9	4	4.4%
6	2	2.2%

Open Punctuation

Value	Count	Frequency (%)
(	74	94.9%
[	4	5.1%

Close Punctuation

Value	Count	Frequency (%)
)	70	94.6%
]	4	5.4%

Space Separator

Value	Count	Frequency (%)
	943	100.0%

Other Number

Value	Count	Frequency (%)
½	247	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	53	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6399	77.5%
Common	1859	22.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	566	8.8%
a	403	6.3%
o	375	5.9%
i	374	5.8%
n	335	5.2%
r	276	4.3%
t	272	4.3%
s	249	3.9%
ï	247	3.9%
l	226	3.5%
Other values (43)	3076	48.1%

Common

Value	Count	Frequency (%)
	943	50.7%
½	247	13.3%
¿	247	13.3%
(	74	4.0%
)	70	3.8%
-	53	2.9%
.	34	1.8%
'	26	1.4%
0	18	1.0%
1	16	0.9%
Other values (19)	131	7.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7517	91.0%
None	741	9.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	943	12.5%
e	566	7.5%
a	403	5.4%
o	375	5.0%
i	374	5.0%
n	335	4.5%
r	276	3.7%
t	272	3.6%
s	249	3.3%
l	226	3.0%
Other values (69)	3498	46.5%

None

Value	Count	Frequency (%)
½	247	33.3%
ï	247	33.3%
¿	247	33.3%

Artist
Text

Missing

Distinct	275
Distinct (%)	61.9%
Missing	4156
Missing (%)	90.3%
Memory size	36.1 KiB

Length

Max length	92
Median length	19
Mean length	9.6981982
Min length	2

Characters and Unicode

Total characters	4306
Distinct characters	68
Distinct categories	10 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	200 ?
Unique (%)	45.0%

Sample

1st row	Tommy Richman
2nd row	Kendrick Lamar
3rd row	Artemas
4th row	Miley Cyrus
5th row	Eminem

Value	Count	Frequency (%)
lil	12	1.6%
bad	11	1.5%
the	11	1.5%
bunny	10	1.3%
drake	10	1.3%
eilish	10	1.3%
billie	10	1.3%
g	8	1.1%
post	8	1.1%
malone	8	1.1%
Other values (411)	657	87.0%

Most occurring characters

Value	Count	Frequency (%)
a	360	8.4%
	311	7.2%
e	296	6.9%
i	259	6.0%
n	216	5.0%
r	200	4.6%
o	196	4.6%
l	165	3.8%
s	144	3.3%
u	107	2.5%
Other values (58)	2052	47.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2765	64.2%
Uppercase Letter	1072	24.9%
Space Separator	311	7.2%
Other Punctuation	64	1.5%
Other Number	63	1.5%
Decimal Number	26	0.6%
Dash Punctuation	2	< 0.1%
Currency Symbol	1	< 0.1%
Open Punctuation	1	< 0.1%
Close Punctuation	1	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	360	13.0%
e	296	10.7%
i	259	9.4%
n	216	7.8%
r	200	7.2%
o	196	7.1%
l	165	6.0%
s	144	5.2%
u	107	3.9%
t	102	3.7%
Other values (17)	720	26.0%

Uppercase Letter

Value	Count	Frequency (%)
B	90	8.4%
S	78	7.3%
T	76	7.1%
L	74	6.9%
A	70	6.5%
M	64	6.0%
C	58	5.4%
D	53	4.9%
E	52	4.9%
P	51	4.8%
Other values (16)	406	37.9%

Decimal Number

Value	Count	Frequency (%)
8	5	19.2%
5	5	19.2%
2	5	19.2%
4	5	19.2%
6	3	11.5%
1	2	7.7%
3	1	3.8%

Other Punctuation

Value	Count	Frequency (%)
¿	63	98.4%
:	1	1.6%

Space Separator

Value	Count	Frequency (%)
	311	100.0%

Other Number

Value	Count	Frequency (%)
½	63	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	1	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3837	89.1%
Common	469	10.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	360	9.4%
e	296	7.7%
i	259	6.8%
n	216	5.6%
r	200	5.2%
o	196	5.1%
l	165	4.3%
s	144	3.8%
u	107	2.8%
t	102	2.7%
Other values (43)	1792	46.7%

Common

Value	Count	Frequency (%)
	311	66.3%
¿	63	13.4%
½	63	13.4%
8	5	1.1%
5	5	1.1%
2	5	1.1%
4	5	1.1%
6	3	0.6%
-	2	0.4%
1	2	0.4%
Other values (5)	5	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4117	95.6%
None	189	4.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	360	8.7%
	311	7.6%
e	296	7.2%
i	259	6.3%
n	216	5.2%
r	200	4.9%
o	196	4.8%
l	165	4.0%
s	144	3.5%
u	107	2.6%
Other values (55)	1863	45.3%

None

Value	Count	Frequency (%)
¿	63	33.3%
ï	63	33.3%
½	63	33.3%

Release Date
Date

Missing

Distinct	321
Distinct (%)	72.1%
Missing	4155
Missing (%)	90.3%
Memory size	36.1 KiB

Minimum	2011-11-20 00:00:00
Maximum	2024-06-14 00:00:00

Histogram with fixed size bins (bins=50)

ISRC
Text

Missing

Distinct	445
Distinct (%)	100.0%
Missing	4155
Missing (%)	90.3%
Memory size	36.1 KiB

Length

Max length	12
Median length	12
Mean length	12
Min length	12

Characters and Unicode

Total characters	5340
Distinct characters	36
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	445 ?
Unique (%)	100.0%

Sample

1st row	QM24S2402528
2nd row	USUG12400910
3rd row	QZJ842400387
4th row	USSM12209777
5th row	USUG12403398

Value	Count	Frequency (%)
ussm12200612	1	0.2%
usrc12300907	1	0.2%
usum72403305	1	0.2%
tcjpa2445163	1	0.2%
ussm12401302	1	0.2%
rua1h2415548	1	0.2%
bxweh2200054	1	0.2%
ussm12103949	1	0.2%
kre671700001	1	0.2%
usum72317276	1	0.2%
Other values (435)	435	97.8%

Most occurring characters

Value	Count	Frequency (%)
0	699	13.1%
2	682	12.8%
1	534	10.0%
U	393	7.4%
S	329	6.2%
3	313	5.9%
4	303	5.7%
7	253	4.7%
9	218	4.1%
5	189	3.5%
Other values (26)	1427	26.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3557	66.6%
Uppercase Letter	1783	33.4%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
U	393	22.0%
S	329	18.5%
M	169	9.5%
A	109	6.1%
G	100	5.6%
Q	83	4.7%
B	74	4.2%
R	60	3.4%
C	49	2.7%
Z	48	2.7%
Other values (16)	369	20.7%

Decimal Number

Value	Count	Frequency (%)
0	699	19.7%
2	682	19.2%
1	534	15.0%
3	313	8.8%
4	303	8.5%
7	253	7.1%
9	218	6.1%
5	189	5.3%
6	185	5.2%
8	181	5.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	3557	66.6%
Latin	1783	33.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
U	393	22.0%
S	329	18.5%
M	169	9.5%
A	109	6.1%
G	100	5.6%
Q	83	4.7%
B	74	4.2%
R	60	3.4%
C	49	2.7%
Z	48	2.7%
Other values (16)	369	20.7%

Common

Value	Count	Frequency (%)
0	699	19.7%
2	682	19.2%
1	534	15.0%
3	313	8.8%
4	303	8.5%
7	253	7.1%
9	218	6.1%
5	189	5.3%
6	185	5.2%
8	181	5.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5340	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	699	13.1%
2	682	12.8%
1	534	10.0%
U	393	7.4%
S	329	6.2%
3	313	5.9%
4	303	5.7%
7	253	4.7%
9	218	4.1%
5	189	3.5%
Other values (26)	1427	26.7%

All Time Rank
Real number (ℝ)

High correlation Missing

Distinct	444
Distinct (%)	99.8%
Missing	4155
Missing (%)	90.3%
Infinite	0
Infinite (%)	0.0%
Mean	222.82022

Minimum	1
Maximum	454
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.1 KiB

Quantile statistics

Minimum	1
5-th percentile	23.2
Q1	112
median	223
Q3	334
95-th percentile	421.8
Maximum	454
Range	453
Interquartile range (IQR)	222

Descriptive statistics

Standard deviation	128.36494
Coefficient of variation (CV)	0.57609196
Kurtosis	-1.2003788
Mean	222.82022
Median Absolute Deviation (MAD)	111
Skewness	-0.0033830512
Sum	99155
Variance	16477.558
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
355	2	< 0.1%
21	1	< 0.1%
22	1	< 0.1%
23	1	< 0.1%
24	1	< 0.1%
25	1	< 0.1%
26	1	< 0.1%
27	1	< 0.1%
28	1	< 0.1%
29	1	< 0.1%
Other values (434)	434	9.4%
(Missing)	4155	90.3%

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
454	1	< 0.1%
443	1	< 0.1%
442	1	< 0.1%
441	1	< 0.1%
440	1	< 0.1%
439	1	< 0.1%
438	1	< 0.1%
437	1	< 0.1%
436	1	< 0.1%
435	1	< 0.1%

Track Score
Real number (ℝ)

High correlation Missing

Distinct	360
Distinct (%)	80.9%
Missing	4155
Missing (%)	90.3%
Infinite	0
Infinite (%)	0.0%
Mean	128.84629

Minimum	73.2
Maximum	725.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.1 KiB

Quantile statistics

Minimum	73.2
5-th percentile	75.1
Q1	84
median	103.3
Q3	144.5
95-th percentile	278.98
Maximum	725.4
Range	652.2
Interquartile range (IQR)	60.5

Descriptive statistics

Standard deviation	74.359707
Coefficient of variation (CV)	0.5771195
Kurtosis	14.881547
Mean	128.84629
Median Absolute Deviation (MAD)	23.3
Skewness	3.1629625
Sum	57336.6
Variance	5529.3661
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
79.9	4	0.1%
76.6	4	0.1%
76.2	4	0.1%
101.4	4	0.1%
79.5	3	0.1%
80.1	3	0.1%
75.4	3	0.1%
75.1	3	0.1%
75.3	3	0.1%
96.2	3	0.1%
Other values (350)	411	8.9%
(Missing)	4155	90.3%

Value	Count	Frequency (%)
73.2	2	< 0.1%
73.4	2	< 0.1%
73.5	1	< 0.1%
73.6	2	< 0.1%
73.7	1	< 0.1%
73.9	1	< 0.1%
74	1	< 0.1%
74.1	2	< 0.1%
74.2	1	< 0.1%
74.4	3	0.1%

Value	Count	Frequency (%)
725.4	1	< 0.1%
545.9	1	< 0.1%
538.4	1	< 0.1%
444.9	1	< 0.1%
423.3	1	< 0.1%
410.1	1	< 0.1%
407.2	1	< 0.1%
375.8	1	< 0.1%
355.7	1	< 0.1%
330.6	1	< 0.1%

Spotify Streams
Text

Missing

Distinct	424
Distinct (%)	98.4%
Missing	4169
Missing (%)	90.6%
Memory size	36.1 KiB

Length

Max length	13
Median length	11
Mean length	11.352668
Min length	5

Characters and Unicode

Total characters	4893
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	418 ?
Unique (%)	97.0%

Sample

1st row	390,470,936
2nd row	323,703,884
3rd row	601,309,283
4th row	2,031,280,633
5th row	107,034,922

Value	Count	Frequency (%)
1,655,575,417	3	0.7%
532,012,790	2	0.5%
311,928,522	2	0.5%
1,673,557,134	2	0.5%
250,080,413	2	0.5%
720,822,868	2	0.5%
121,234,000	1	0.2%
395,433,400	1	0.2%
670,009,914	1	0.2%
1,867,282	1	0.2%
Other values (414)	414	96.1%

Most occurring characters

Value	Count	Frequency (%)
,	999	20.4%
1	504	10.3%
2	427	8.7%
3	381	7.8%
5	381	7.8%
7	376	7.7%
8	375	7.7%
9	372	7.6%
0	363	7.4%
4	359	7.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3894	79.6%
Other Punctuation	999	20.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	504	12.9%
2	427	11.0%
3	381	9.8%
5	381	9.8%
7	376	9.7%
8	375	9.6%
9	372	9.6%
0	363	9.3%
4	359	9.2%
6	356	9.1%

Other Punctuation

Value	Count	Frequency (%)
,	999	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4893	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
,	999	20.4%
1	504	10.3%
2	427	8.7%
3	381	7.8%
5	381	7.8%
7	376	7.7%
8	375	7.7%
9	372	7.6%
0	363	7.4%
4	359	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4893	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	999	20.4%
1	504	10.3%
2	427	8.7%
3	381	7.8%
5	381	7.8%
7	376	7.7%
8	375	7.7%
9	372	7.6%
0	363	7.4%
4	359	7.3%

Spotify Playlist Count
Text

Missing

Distinct	421
Distinct (%)	95.7%
Missing	4160
Missing (%)	90.4%
Memory size	36.1 KiB

Length

Max length	7
Median length	6
Mean length	5.7818182
Min length	1

Characters and Unicode

Total characters	2544
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	414 ?
Unique (%)	94.1%

Sample

1st row	30,716
2nd row	28,113
3rd row	54,331
4th row	269,802
5th row	7,223

Value	Count	Frequency (%)
2	6	1.4%
5	5	1.1%
1	5	1.1%
13	4	0.9%
23,181	2	0.5%
3	2	0.5%
217,189	2	0.5%
89,812	1	0.2%
358,760	1	0.2%
498	1	0.2%
Other values (411)	411	93.4%

Most occurring characters

Value	Count	Frequency (%)
,	382	15.0%
1	322	12.7%
2	312	12.3%
3	230	9.0%
0	218	8.6%
8	192	7.5%
4	182	7.2%
7	181	7.1%
5	179	7.0%
9	177	7.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2162	85.0%
Other Punctuation	382	15.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	322	14.9%
2	312	14.4%
3	230	10.6%
0	218	10.1%
8	192	8.9%
4	182	8.4%
7	181	8.4%
5	179	8.3%
9	177	8.2%
6	169	7.8%

Other Punctuation

Value	Count	Frequency (%)
,	382	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2544	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
,	382	15.0%
1	322	12.7%
2	312	12.3%
3	230	9.0%
0	218	8.6%
8	192	7.5%
4	182	7.2%
7	181	7.1%
5	179	7.0%
9	177	7.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2544	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	382	15.0%
1	322	12.7%
2	312	12.3%
3	230	9.0%
0	218	8.6%
8	192	7.5%
4	182	7.2%
7	181	7.1%
5	179	7.0%
9	177	7.0%

Spotify Playlist Reach
Text

Missing

Distinct	439
Distinct (%)	99.8%
Missing	4160
Missing (%)	90.4%
Memory size	36.1 KiB

Length

Max length	11
Median length	10
Mean length	9.4340909
Min length	1

Characters and Unicode

Total characters	4151
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	438 ?
Unique (%)	99.5%

Sample

1st row	196,631,588
2nd row	174,597,137
3rd row	211,607,669
4th row	136,569,078
5th row	151,469,874

Value	Count	Frequency (%)
2,190	2	0.5%
75,186,063	1	0.2%
25,936,342	1	0.2%
58,905,241	1	0.2%
196,631,588	1	0.2%
174,597,137	1	0.2%
211,607,669	1	0.2%
136,569,078	1	0.2%
151,469,874	1	0.2%
175,421,034	1	0.2%
Other values (429)	429	97.5%

Most occurring characters

Value	Count	Frequency (%)
,	804	19.4%
1	409	9.9%
3	356	8.6%
4	340	8.2%
5	338	8.1%
2	333	8.0%
6	328	7.9%
7	322	7.8%
9	321	7.7%
8	319	7.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3347	80.6%
Other Punctuation	804	19.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	409	12.2%
3	356	10.6%
4	340	10.2%
5	338	10.1%
2	333	9.9%
6	328	9.8%
7	322	9.6%
9	321	9.6%
8	319	9.5%
0	281	8.4%

Other Punctuation

Value	Count	Frequency (%)
,	804	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4151	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
,	804	19.4%
1	409	9.9%
3	356	8.6%
4	340	8.2%
5	338	8.1%
2	333	8.0%
6	328	7.9%
7	322	7.8%
9	321	7.7%
8	319	7.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4151	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	804	19.4%
1	409	9.9%
3	356	8.6%
4	340	8.2%
5	338	8.1%
2	333	8.0%
6	328	7.9%
7	322	7.8%
9	321	7.7%
8	319	7.7%

Spotify Popularity
Real number (ℝ)

Missing

Distinct	64
Distinct (%)	16.9%
Missing	4221
Missing (%)	91.8%
Infinite	0
Infinite (%)	0.0%
Mean	70.836412

Minimum	1
Maximum	96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.1 KiB

Quantile statistics

Minimum	1
5-th percentile	17.9
Q1	70
median	76
Q3	80
95-th percentile	87
Maximum	96
Range	95
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	18.791663
Coefficient of variation (CV)	0.26528254
Kurtosis	4.8082823
Mean	70.836412
Median Absolute Deviation (MAD)	5
Skewness	-2.2768989
Sum	26847
Variance	353.12661
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78	27	0.6%
80	26	0.6%
74	25	0.5%
77	23	0.5%
79	19	0.4%
73	17	0.4%
76	16	0.3%
68	14	0.3%
75	14	0.3%
72	13	0.3%
Other values (54)	185	4.0%
(Missing)	4221	91.8%

Value	Count	Frequency (%)
1	4	0.1%
2	1	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
6	1	< 0.1%
9	1	< 0.1%
12	3	0.1%
13	1	< 0.1%
15	1	< 0.1%
16	3	0.1%

Value	Count	Frequency (%)
96	1	< 0.1%
95	1	< 0.1%
92	6	0.1%
91	1	< 0.1%
90	1	< 0.1%
89	1	< 0.1%
88	2	< 0.1%
87	10	0.2%
86	12	0.3%
85	9	0.2%

YouTube Views
Text

Missing

Distinct	413
Distinct (%)	100.0%
Missing	4187
Missing (%)	91.0%
Memory size	36.1 KiB

Length

Max length	14
Median length	13
Mean length	11.118644
Min length	6

Characters and Unicode

Total characters	4592
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	413 ?
Unique (%)	100.0%

Sample

1st row	84,274,754
2nd row	116,347,040
3rd row	122,599,116
4th row	1,096,100,899
5th row	77,373,957

Value	Count	Frequency (%)
240,970,670	1	0.2%
107,550,212	1	0.2%
35,724,356	1	0.2%
4,233,958	1	0.2%
1,256,973,582	1	0.2%
16,322,756,555	1	0.2%
156,882,014	1	0.2%
359,896,095	1	0.2%
265,180,930	1	0.2%
118,208,096	1	0.2%
Other values (403)	403	97.6%

Most occurring characters

Value	Count	Frequency (%)
,	922	20.1%
1	467	10.2%
3	407	8.9%
2	393	8.6%
9	356	7.8%
8	354	7.7%
0	354	7.7%
4	346	7.5%
5	335	7.3%
6	335	7.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3670	79.9%
Other Punctuation	922	20.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	467	12.7%
3	407	11.1%
2	393	10.7%
9	356	9.7%
8	354	9.6%
0	354	9.6%
4	346	9.4%
5	335	9.1%
6	335	9.1%
7	323	8.8%

Other Punctuation

Value	Count	Frequency (%)
,	922	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4592	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
,	922	20.1%
1	467	10.2%
3	407	8.9%
2	393	8.6%
9	356	7.8%
8	354	7.7%
0	354	7.7%
4	346	7.5%
5	335	7.3%
6	335	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4592	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	922	20.1%
1	467	10.2%
3	407	8.9%
2	393	8.6%
9	356	7.8%
8	354	7.7%
0	354	7.7%
4	346	7.5%
5	335	7.3%
6	335	7.3%

YouTube Likes
Text

Missing

Distinct	411
Distinct (%)	100.0%
Missing	4189
Missing (%)	91.1%
Memory size	36.1 KiB

Length

Max length	10
Median length	9
Mean length	8.5815085
Min length	3

Characters and Unicode

Total characters	3527
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	411 ?
Unique (%)	100.0%

Sample

1st row	1,713,126
2nd row	3,486,739
3rd row	2,228,730
4th row	10,629,796
5th row	3,670,188

Value	Count	Frequency (%)
569,377	1	0.2%
9,101,589	1	0.2%
2,749,668	1	0.2%
1,825,761	1	0.2%
437,980	1	0.2%
69,990	1	0.2%
14,661,425	1	0.2%
48,757,673	1	0.2%
3,080,503	1	0.2%
4,907,193	1	0.2%
Other values (401)	401	97.6%

Most occurring characters

Value	Count	Frequency (%)
,	704	20.0%
1	360	10.2%
2	349	9.9%
3	294	8.3%
6	288	8.2%
9	271	7.7%
4	262	7.4%
5	254	7.2%
7	254	7.2%
0	246	7.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2823	80.0%
Other Punctuation	704	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	360	12.8%
2	349	12.4%
3	294	10.4%
6	288	10.2%
9	271	9.6%
4	262	9.3%
5	254	9.0%
7	254	9.0%
0	246	8.7%
8	245	8.7%

Other Punctuation

Value	Count	Frequency (%)
,	704	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3527	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
,	704	20.0%
1	360	10.2%
2	349	9.9%
3	294	8.3%
6	288	8.2%
9	271	7.7%
4	262	7.4%
5	254	7.2%
7	254	7.2%
0	246	7.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3527	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	704	20.0%
1	360	10.2%
2	349	9.9%
3	294	8.3%
6	288	8.2%
9	271	7.7%
4	262	7.4%
5	254	7.2%
7	254	7.2%
0	246	7.0%

TikTok Posts
Text

Missing

Distinct	351
Distinct (%)	99.7%
Missing	4248
Missing (%)	92.3%
Memory size	36.1 KiB

Length

Max length	10
Median length	9
Mean length	7.7755682
Min length	1

Characters and Unicode

Total characters	2737
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	350 ?
Unique (%)	99.4%

Sample

1st row	5,767,700
2nd row	674,700
3rd row	3,025,400
4th row	7,189,811
5th row	16,400

Value	Count	Frequency (%)
1,800,000	2	0.6%
12	1	0.3%
1,064,662	1	0.3%
1,500,000	1	0.3%
472	1	0.3%
826,261	1	0.3%
205,583	1	0.3%
91,700	1	0.3%
61,144	1	0.3%
793,105	1	0.3%
Other values (341)	341	96.9%

Most occurring characters

Value	Count	Frequency (%)
,	519	19.0%
0	388	14.2%
1	284	10.4%
3	235	8.6%
2	216	7.9%
4	213	7.8%
7	194	7.1%
6	182	6.6%
8	178	6.5%
9	171	6.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2218	81.0%
Other Punctuation	519	19.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	388	17.5%
1	284	12.8%
3	235	10.6%
2	216	9.7%
4	213	9.6%
7	194	8.7%
6	182	8.2%
8	178	8.0%
9	171	7.7%
5	157	7.1%

Other Punctuation

Value	Count	Frequency (%)
,	519	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2737	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
,	519	19.0%
0	388	14.2%
1	284	10.4%
3	235	8.6%
2	216	7.9%
4	213	7.8%
7	194	7.1%
6	182	6.6%
8	178	6.5%
9	171	6.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2737	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	519	19.0%
0	388	14.2%
1	284	10.4%
3	235	8.6%
2	216	7.9%
4	213	7.8%
7	194	7.1%
6	182	6.6%
8	178	6.5%
9	171	6.2%

TikTok Likes
Text

Missing

Distinct	366
Distinct (%)	100.0%
Missing	4234
Missing (%)	92.0%
Memory size	36.1 KiB

Length

Max length	13
Median length	11
Mean length	10.273224
Min length	2

Characters and Unicode

Total characters	3760
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	366 ?
Unique (%)	100.0%

Sample

1st row	651,565,900
2nd row	35,223,547
3rd row	275,154,237
4th row	1,078,757,968
5th row	214,943,489

Value	Count	Frequency (%)
16,093,695	1	0.3%
29,584,940	1	0.3%
338,546,668	1	0.3%
121,574,500	1	0.3%
184,500	1	0.3%
45,889,000	1	0.3%
1,088	1	0.3%
521,725,116	1	0.3%
25,348,800	1	0.3%
419,319,161	1	0.3%
Other values (356)	356	97.3%

Most occurring characters

Value	Count	Frequency (%)
,	722	19.2%
1	382	10.2%
4	319	8.5%
0	316	8.4%
3	312	8.3%
2	307	8.2%
6	305	8.1%
8	284	7.6%
9	276	7.3%
5	275	7.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3038	80.8%
Other Punctuation	722	19.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	382	12.6%
4	319	10.5%
0	316	10.4%
3	312	10.3%
2	307	10.1%
6	305	10.0%
8	284	9.3%
9	276	9.1%
5	275	9.1%
7	262	8.6%

Other Punctuation

Value	Count	Frequency (%)
,	722	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3760	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
,	722	19.2%
1	382	10.2%
4	319	8.5%
0	316	8.4%
3	312	8.3%
2	307	8.2%
6	305	8.1%
8	284	7.6%
9	276	7.3%
5	275	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3760	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	722	19.2%
1	382	10.2%
4	319	8.5%
0	316	8.4%
3	312	8.3%
2	307	8.2%
6	305	8.1%
8	284	7.6%
9	276	7.3%
5	275	7.3%

TikTok Views
Text

Missing

Distinct	366
Distinct (%)	100.0%
Missing	4234
Missing (%)	92.0%
Memory size	36.1 KiB

Length

Max length	14
Median length	13
Mean length	11.849727
Min length	3

Characters and Unicode

Total characters	4337
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	366 ?
Unique (%)	100.0%

Sample

1st row	5,332,281,936
2nd row	208,339,025
3rd row	3,369,120,610
4th row	14,603,725,994
5th row	2,938,686,633

Value	Count	Frequency (%)
136,260,517	1	0.3%
534,915,313	1	0.3%
3,804,584,163	1	0.3%
974,656,200	1	0.3%
2,100,000	1	0.3%
360,017,000	1	0.3%
22,234	1	0.3%
7,499,234,052	1	0.3%
207,317,000	1	0.3%
5,456,156,211	1	0.3%
Other values (356)	356	97.3%

Most occurring characters

Value	Count	Frequency (%)
,	918	21.2%
1	384	8.9%
0	378	8.7%
2	353	8.1%
8	349	8.0%
7	344	7.9%
3	341	7.9%
4	338	7.8%
5	328	7.6%
9	307	7.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3419	78.8%
Other Punctuation	918	21.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	384	11.2%
0	378	11.1%
2	353	10.3%
8	349	10.2%
7	344	10.1%
3	341	10.0%
4	338	9.9%
5	328	9.6%
9	307	9.0%
6	297	8.7%

Other Punctuation

Value	Count	Frequency (%)
,	918	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4337	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
,	918	21.2%
1	384	8.9%
0	378	8.7%
2	353	8.1%
8	349	8.0%
7	344	7.9%
3	341	7.9%
4	338	7.8%
5	328	7.6%
9	307	7.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4337	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	918	21.2%
1	384	8.9%
0	378	8.7%
2	353	8.1%
8	349	8.0%
7	344	7.9%
3	341	7.9%
4	338	7.8%
5	328	7.6%
9	307	7.1%

YouTube Playlist Reach
Text

Missing

Distinct	370
Distinct (%)	98.9%
Missing	4226
Missing (%)	91.9%
Memory size	36.1 KiB

Length

Max length	13
Median length	11
Mean length	11.15508
Min length	2

Characters and Unicode

Total characters	4172
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	367 ?
Unique (%)	98.1%

Sample

1st row	150,597,040
2nd row	156,380,351
3rd row	373,784,955
4th row	3,351,188,582
5th row	112,763,851

Value	Count	Frequency (%)
1,318,392	3	0.8%
3,117,914	2	0.5%
934,654	2	0.5%
7,289,707,052	1	0.3%
1,063,591,802	1	0.3%
300,548,195	1	0.3%
426,461,749	1	0.3%
56,344,836	1	0.3%
5,822,984	1	0.3%
1,745,168,821	1	0.3%
Other values (360)	360	96.3%

Most occurring characters

Value	Count	Frequency (%)
,	844	20.2%
1	410	9.8%
2	375	9.0%
4	365	8.7%
3	358	8.6%
5	341	8.2%
6	317	7.6%
7	310	7.4%
8	296	7.1%
0	282	6.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3328	79.8%
Other Punctuation	844	20.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	410	12.3%
2	375	11.3%
4	365	11.0%
3	358	10.8%
5	341	10.2%
6	317	9.5%
7	310	9.3%
8	296	8.9%
0	282	8.5%
9	274	8.2%

Other Punctuation

Value	Count	Frequency (%)
,	844	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4172	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
,	844	20.2%
1	410	9.8%
2	375	9.0%
4	365	8.7%
3	358	8.6%
5	341	8.2%
6	317	7.6%
7	310	7.4%
8	296	7.1%
0	282	6.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4172	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	844	20.2%
1	410	9.8%
2	375	9.0%
4	365	8.7%
3	358	8.6%
5	341	8.2%
6	317	7.6%
7	310	7.4%
8	296	7.1%
0	282	6.8%

Apple Music Playlist Count
Real number (ℝ)

High correlation Missing

Distinct	225
Distinct (%)	57.3%
Missing	4207
Missing (%)	91.5%
Infinite	0
Infinite (%)	0.0%
Mean	135.29262

Minimum	1
Maximum	859
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.1 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	44
median	102
Q3	195
95-th percentile	369.2
Maximum	859
Range	858
Interquartile range (IQR)	151

Descriptive statistics

Standard deviation	121.62005
Coefficient of variation (CV)	0.89894077
Kurtosis	3.8763658
Mean	135.29262
Median Absolute Deviation (MAD)	65
Skewness	1.5923456
Sum	53170
Variance	14791.437
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	15	0.3%
67	7	0.2%
37	7	0.2%
56	6	0.1%
99	5	0.1%
2	4	0.1%
33	4	0.1%
94	4	0.1%
138	4	0.1%
11	4	0.1%
Other values (215)	333	7.2%
(Missing)	4207	91.5%

Value	Count	Frequency (%)
1	15	0.3%
2	4	0.1%
3	2	< 0.1%
4	3	0.1%
5	1	< 0.1%
6	2	< 0.1%
7	1	< 0.1%
8	2	< 0.1%
9	2	< 0.1%
10	2	< 0.1%

Value	Count	Frequency (%)
859	1	< 0.1%
581	1	< 0.1%
554	1	< 0.1%
549	1	< 0.1%
513	1	< 0.1%
507	1	< 0.1%
470	1	< 0.1%
465	1	< 0.1%
459	2	< 0.1%
455	1	< 0.1%

AirPlay Spins
Text

Missing

Distinct	388
Distinct (%)	97.0%
Missing	4200
Missing (%)	91.3%
Memory size	36.1 KiB

Length

Max length	9
Median length	7
Mean length	5.7425
Min length	1

Characters and Unicode

Total characters	2297
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	380 ?
Unique (%)	95.0%

Sample

1st row	40,975
2nd row	40,778
3rd row	74,333
4th row	1,474,799
5th row	12,185

Value	Count	Frequency (%)
1	5	1.2%
2	3	0.8%
29	2	0.5%
59	2	0.5%
734	2	0.5%
5	2	0.5%
1,309	2	0.5%
181	2	0.5%
115	1	0.2%
395,572	1	0.2%
Other values (378)	378	94.5%

Most occurring characters

Value	Count	Frequency (%)
,	346	15.1%
1	279	12.1%
2	230	10.0%
4	206	9.0%
3	205	8.9%
5	191	8.3%
8	183	8.0%
6	180	7.8%
7	172	7.5%
9	165	7.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1951	84.9%
Other Punctuation	346	15.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	279	14.3%
2	230	11.8%
4	206	10.6%
3	205	10.5%
5	191	9.8%
8	183	9.4%
6	180	9.2%
7	172	8.8%
9	165	8.5%
0	140	7.2%

Other Punctuation

Value	Count	Frequency (%)
,	346	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2297	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
,	346	15.1%
1	279	12.1%
2	230	10.0%
4	206	9.0%
3	205	8.9%
5	191	8.3%
8	183	8.0%
6	180	7.8%
7	172	7.5%
9	165	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2297	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	346	15.1%
1	279	12.1%
2	230	10.0%
4	206	9.0%
3	205	8.9%
5	191	8.3%
8	183	8.0%
6	180	7.8%
7	172	7.5%
9	165	7.2%

SiriusXM Spins
Text

Missing

Distinct	270
Distinct (%)	82.8%
Missing	4274
Missing (%)	92.9%
Memory size	36.1 KiB

Length

Max length	5
Median length	3
Mean length	2.9601227
Min length	1

Characters and Unicode

Total characters	965
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	232 ?
Unique (%)	71.2%

Sample

1st row	684
2nd row	3
3rd row	536
4th row	2,182
5th row	1

Value	Count	Frequency (%)
2	6	1.8%
1	5	1.5%
3	5	1.5%
6	5	1.5%
57	4	1.2%
13	3	0.9%
45	3	0.9%
117	3	0.9%
29	2	0.6%
14	2	0.6%
Other values (260)	288	88.3%

Most occurring characters

Value	Count	Frequency (%)
1	157	16.3%
2	119	12.3%
3	106	11.0%
4	99	10.3%
6	80	8.3%
7	76	7.9%
5	74	7.7%
9	69	7.2%
8	68	7.0%
0	60	6.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	908	94.1%
Other Punctuation	57	5.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	157	17.3%
2	119	13.1%
3	106	11.7%
4	99	10.9%
6	80	8.8%
7	76	8.4%
5	74	8.1%
9	69	7.6%
8	68	7.5%
0	60	6.6%

Other Punctuation

Value	Count	Frequency (%)
,	57	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	965	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	157	16.3%
2	119	12.3%
3	106	11.0%
4	99	10.3%
6	80	8.3%
7	76	7.9%
5	74	7.7%
9	69	7.2%
8	68	7.0%
0	60	6.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	965	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	157	16.3%
2	119	12.3%
3	106	11.0%
4	99	10.3%
6	80	8.3%
7	76	7.9%
5	74	7.7%
9	69	7.2%
8	68	7.0%
0	60	6.2%

Deezer Playlist Count
Real number (ℝ)

High correlation Missing

Distinct	169
Distinct (%)	44.5%
Missing	4220
Missing (%)	91.7%
Infinite	0
Infinite (%)	0.0%
Mean	84.534211

Minimum	1
Maximum	632
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.1 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	22
median	51
Q3	99.5
95-th percentile	308.15
Maximum	632
Range	631
Interquartile range (IQR)	77.5

Descriptive statistics

Standard deviation	106.4887
Coefficient of variation (CV)	1.2597113
Kurtosis	8.2371006
Mean	84.534211
Median Absolute Deviation (MAD)	35
Skewness	2.6950075
Sum	32123
Variance	11339.843
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	9	0.2%
5	9	0.2%
7	9	0.2%
4	8	0.2%
41	8	0.2%
25	7	0.2%
65	6	0.1%
42	6	0.1%
43	6	0.1%
51	6	0.1%
Other values (159)	306	6.7%
(Missing)	4220	91.7%

Value	Count	Frequency (%)
1	9	0.2%
2	5	0.1%
3	4	0.1%
4	8	0.2%
5	9	0.2%
6	5	0.1%
7	9	0.2%
8	5	0.1%
9	4	0.1%
10	2	< 0.1%

Value	Count	Frequency (%)
632	1	< 0.1%
584	1	< 0.1%
570	1	< 0.1%
564	1	< 0.1%
557	1	< 0.1%
541	1	< 0.1%
512	1	< 0.1%
502	1	< 0.1%
482	1	< 0.1%
445	1	< 0.1%

Deezer Playlist Reach
Text

Missing

Distinct	380
Distinct (%)	100.0%
Missing	4220
Missing (%)	91.7%
Memory size	36.1 KiB

Length

Max length	10
Median length	9
Mean length	8.2763158
Min length	1

Characters and Unicode

Total characters	3145
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	380 ?
Unique (%)	100.0%

Sample

1st row	17,598,718
2nd row	10,422,430
3rd row	36,321,847
4th row	24,684,248
5th row	17,660,624

Value	Count	Frequency (%)
13,718,632	1	0.3%
41,414,565	1	0.3%
40,725,482	1	0.3%
6	1	0.3%
5,783,693	1	0.3%
52,179	1	0.3%
22,062,193	1	0.3%
347,997	1	0.3%
19,469,488	1	0.3%
16,295,286	1	0.3%
Other values (370)	370	97.4%

Most occurring characters

Value	Count	Frequency (%)
,	619	19.7%
1	310	9.9%
3	288	9.2%
2	273	8.7%
4	267	8.5%
7	247	7.9%
5	241	7.7%
8	238	7.6%
6	229	7.3%
9	227	7.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2526	80.3%
Other Punctuation	619	19.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	310	12.3%
3	288	11.4%
2	273	10.8%
4	267	10.6%
7	247	9.8%
5	241	9.5%
8	238	9.4%
6	229	9.1%
9	227	9.0%
0	206	8.2%

Other Punctuation

Value	Count	Frequency (%)
,	619	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3145	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
,	619	19.7%
1	310	9.9%
3	288	9.2%
2	273	8.7%
4	267	8.5%
7	247	7.9%
5	241	7.7%
8	238	7.6%
6	229	7.3%
9	227	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3145	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	619	19.7%
1	310	9.9%
3	288	9.2%
2	273	8.7%
4	267	8.5%
7	247	7.9%
5	241	7.7%
8	238	7.6%
6	229	7.3%
9	227	7.2%

Amazon Playlist Count
Real number (ℝ)

High correlation Missing

Distinct	139
Distinct (%)	36.7%
Missing	4221
Missing (%)	91.8%
Infinite	0
Infinite (%)	0.0%
Mean	58.889182

Minimum	1
Maximum	210
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.1 KiB

Quantile statistics

Minimum	1
5-th percentile	4.9
Q1	26.5
median	50
Q3	85
95-th percentile	137.5
Maximum	210
Range	209
Interquartile range (IQR)	58.5

Descriptive statistics

Standard deviation	42.2416
Coefficient of variation (CV)	0.71730662
Kurtosis	0.3781085
Mean	58.889182
Median Absolute Deviation (MAD)	28
Skewness	0.86772733
Sum	22319
Variance	1784.3528
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	9	0.2%
38	7	0.2%
15	7	0.2%
45	6	0.1%
54	6	0.1%
39	6	0.1%
44	6	0.1%
33	6	0.1%
40	6	0.1%
10	6	0.1%
Other values (129)	314	6.8%
(Missing)	4221	91.8%

Value	Count	Frequency (%)
1	9	0.2%
2	4	0.1%
3	2	< 0.1%
4	4	0.1%
5	3	0.1%
6	3	0.1%
7	2	< 0.1%
8	3	0.1%
9	5	0.1%
10	6	0.1%

Value	Count	Frequency (%)
210	1	< 0.1%
189	1	< 0.1%
188	1	< 0.1%
184	1	< 0.1%
177	1	< 0.1%
174	1	< 0.1%
172	1	< 0.1%
168	1	< 0.1%
167	1	< 0.1%
163	1	< 0.1%

Pandora Streams
Text

Missing

Distinct	371
Distinct (%)	100.0%
Missing	4229
Missing (%)	91.9%
Memory size	36.1 KiB

Length

Max length	11
Median length	10
Mean length	9.6469003
Min length	2

Characters and Unicode

Total characters	3579
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	371 ?
Unique (%)	100.0%

Sample

1st row	18,004,655
2nd row	7,780,028
3rd row	5,022,621
4th row	190,260,277
5th row	4,493,884

Value	Count	Frequency (%)
1,005,626	1	0.3%
23,155,471	1	0.3%
1,354,692	1	0.3%
26,252,264	1	0.3%
12,171,026	1	0.3%
9,961,769	1	0.3%
44,850,379	1	0.3%
283,089	1	0.3%
132,624,772	1	0.3%
70,291,476	1	0.3%
Other values (361)	361	97.3%

Most occurring characters

Value	Count	Frequency (%)
,	691	19.3%
1	371	10.4%
2	320	8.9%
3	305	8.5%
4	289	8.1%
5	284	7.9%
6	275	7.7%
8	268	7.5%
0	268	7.5%
7	257	7.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2888	80.7%
Other Punctuation	691	19.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	371	12.8%
2	320	11.1%
3	305	10.6%
4	289	10.0%
5	284	9.8%
6	275	9.5%
8	268	9.3%
0	268	9.3%
7	257	8.9%
9	251	8.7%

Other Punctuation

Value	Count	Frequency (%)
,	691	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3579	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
,	691	19.3%
1	371	10.4%
2	320	8.9%
3	305	8.5%
4	289	8.1%
5	284	7.9%
6	275	7.7%
8	268	7.5%
0	268	7.5%
7	257	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3579	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	691	19.3%
1	371	10.4%
2	320	8.9%
3	305	8.5%
4	289	8.1%
5	284	7.9%
6	275	7.7%
8	268	7.5%
0	268	7.5%
7	257	7.2%

Pandora Track Stations
Text

Missing

Distinct	362
Distinct (%)	99.5%
Missing	4236
Missing (%)	92.1%
Memory size	36.1 KiB

Length

Max length	9
Median length	7
Mean length	5.6648352
Min length	1

Characters and Unicode

Total characters	2062
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	360 ?
Unique (%)	98.9%

Sample

1st row	22,931
2nd row	28,444
3rd row	5,639
4th row	203,384
5th row	7,006

Value	Count	Frequency (%)
100	2	0.5%
3,216	2	0.5%
5,639	1	0.3%
203,384	1	0.3%
7,006	1	0.3%
50,982	1	0.3%
57,372	1	0.3%
5,762	1	0.3%
842	1	0.3%
21,172	1	0.3%
Other values (352)	352	96.7%

Most occurring characters

Value	Count	Frequency (%)
,	338	16.4%
1	255	12.4%
2	219	10.6%
3	190	9.2%
6	164	8.0%
9	162	7.9%
4	159	7.7%
5	155	7.5%
8	145	7.0%
7	139	6.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1724	83.6%
Other Punctuation	338	16.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	255	14.8%
2	219	12.7%
3	190	11.0%
6	164	9.5%
9	162	9.4%
4	159	9.2%
5	155	9.0%
8	145	8.4%
7	139	8.1%
0	136	7.9%

Other Punctuation

Value	Count	Frequency (%)
,	338	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2062	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
,	338	16.4%
1	255	12.4%
2	219	10.6%
3	190	9.2%
6	164	8.0%
9	162	7.9%
4	159	7.7%
5	155	7.5%
8	145	7.0%
7	139	6.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2062	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	338	16.4%
1	255	12.4%
2	219	10.6%
3	190	9.2%
6	164	8.0%
9	162	7.9%
4	159	7.7%
5	155	7.5%
8	145	7.0%
7	139	6.7%

Soundcloud Streams
Text

Missing

Distinct	199
Distinct (%)	100.0%
Missing	4401
Missing (%)	95.7%
Memory size	36.1 KiB

Length

Max length	11
Median length	10
Mean length	8.8341709
Min length	3

Characters and Unicode

Total characters	1758
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	199 ?
Unique (%)	100.0%

Sample

1st row	4,818,457
2nd row	6,623,075
3rd row	7,208,651
4th row	207,179
5th row	9,438,601

Value	Count	Frequency (%)
4,818,457	1	0.5%
6,623,075	1	0.5%
7,208,651	1	0.5%
207,179	1	0.5%
9,438,601	1	0.5%
3,679,709	1	0.5%
1,594,605	1	0.5%
1,313,357	1	0.5%
12,038,034	1	0.5%
871,978	1	0.5%
Other values (189)	189	95.0%

Most occurring characters

Value	Count	Frequency (%)
,	347	19.7%
1	200	11.4%
5	160	9.1%
9	143	8.1%
2	142	8.1%
4	141	8.0%
6	131	7.5%
8	126	7.2%
3	126	7.2%
7	123	7.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1411	80.3%
Other Punctuation	347	19.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	200	14.2%
5	160	11.3%
9	143	10.1%
2	142	10.1%
4	141	10.0%
6	131	9.3%
8	126	8.9%
3	126	8.9%
7	123	8.7%
0	119	8.4%

Other Punctuation

Value	Count	Frequency (%)
,	347	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1758	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
,	347	19.7%
1	200	11.4%
5	160	9.1%
9	143	8.1%
2	142	8.1%
4	141	8.0%
6	131	7.5%
8	126	7.2%
3	126	7.2%
7	123	7.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1758	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	347	19.7%
1	200	11.4%
5	160	9.1%
9	143	8.1%
2	142	8.1%
4	141	8.0%
6	131	7.5%
8	126	7.2%
3	126	7.2%
7	123	7.0%

Shazam Counts
Text

Missing

Distinct	389
Distinct (%)	100.0%
Missing	4211
Missing (%)	91.5%
Memory size	36.1 KiB

Length

Max length	10
Median length	9
Mean length	8.4832905
Min length	2

Characters and Unicode

Total characters	3300
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	389 ?
Unique (%)	100.0%

Sample

1st row	2,669,262
2nd row	1,118,279
3rd row	5,285,340
4th row	11,822,942
5th row	457,017

Value	Count	Frequency (%)
2,682,219	1	0.3%
85,957	1	0.3%
3,288	1	0.3%
4,613,459	1	0.3%
2,669,262	1	0.3%
28,653,448	1	0.3%
3,273,690	1	0.3%
857,885	1	0.3%
3,146,346	1	0.3%
986,887	1	0.3%
Other values (379)	379	97.4%

Most occurring characters

Value	Count	Frequency (%)
,	671	20.3%
1	326	9.9%
2	286	8.7%
3	268	8.1%
6	266	8.1%
8	258	7.8%
7	256	7.8%
4	253	7.7%
9	247	7.5%
5	240	7.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2629	79.7%
Other Punctuation	671	20.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	326	12.4%
2	286	10.9%
3	268	10.2%
6	266	10.1%
8	258	9.8%
7	256	9.7%
4	253	9.6%
9	247	9.4%
5	240	9.1%
0	229	8.7%

Other Punctuation

Value	Count	Frequency (%)
,	671	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3300	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
,	671	20.3%
1	326	9.9%
2	286	8.7%
3	268	8.1%
6	266	8.1%
8	258	7.8%
7	256	7.8%
4	253	7.7%
9	247	7.5%
5	240	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3300	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	671	20.3%
1	326	9.9%
2	286	8.7%
3	268	8.1%
6	266	8.1%
8	258	7.8%
7	256	7.8%
4	253	7.7%
9	247	7.5%
5	240	7.3%

TIDAL Popularity
Unsupported

Missing Rejected Unsupported

Missing	4600
Missing (%)	100.0%
Memory size	36.1 KiB

Explicit Track
Categorical

Missing

Distinct	2
Distinct (%)	0.4%
Missing	4155
Missing (%)	90.3%
Memory size	36.1 KiB

0.0	255
1.0	190

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1335
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	255	5.5%
1.0	190	4.1%
(Missing)	4155	90.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	255	57.3%
1.0	190	42.7%

Most occurring characters

Value	Count	Frequency (%)
0	700	52.4%
.	445	33.3%
1	190	14.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	890	66.7%
Other Punctuation	445	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	700	78.7%
1	190	21.3%

Other Punctuation

Value	Count	Frequency (%)
.	445	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1335	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	700	52.4%
.	445	33.3%
1	190	14.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1335	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	700	52.4%
.	445	33.3%
1	190	14.2%

Interactions

Correlations

	All Time Rank	Amazon Playlist Count	Apple Music Playlist Count	Deezer Playlist Count	Explicit Track	Spotify Popularity	Track Score
All Time Rank	1.000	-0.435	-0.248	-0.267	0.077	-0.263	-1.000
Amazon Playlist Count	-0.435	1.000	0.639	0.660	0.194	0.377	0.435
Apple Music Playlist Count	-0.248	0.639	1.000	0.831	0.050	0.181	0.248
Deezer Playlist Count	-0.267	0.660	0.831	1.000	0.159	0.229	0.267
Explicit Track	0.077	0.194	0.050	0.159	1.000	0.165	0.016
Spotify Popularity	-0.263	0.377	0.181	0.229	0.165	1.000	0.263
Track Score	-1.000	0.435	0.248	0.267	0.016	0.263	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	Track	Album Name	Artist	Release Date	ISRC	All Time Rank	Track Score	Spotify Streams	Spotify Playlist Count	Spotify Playlist Reach	Spotify Popularity	YouTube Views	YouTube Likes	TikTok Posts	TikTok Likes	TikTok Views	YouTube Playlist Reach	Apple Music Playlist Count	AirPlay Spins	SiriusXM Spins	Deezer Playlist Count	Deezer Playlist Reach	Amazon Playlist Count	Pandora Streams	Pandora Track Stations	Soundcloud Streams	Shazam Counts	TIDAL Popularity	Explicit Track
0	MILLION DOLLAR BABY	Million Dollar Baby - Single	Tommy Richman	4/26/2024	QM24S2402528	1.0	725.4	390,470,936	30,716	196,631,588	92.0	84,274,754	1,713,126	5,767,700	651,565,900	5,332,281,936	150,597,040	210.0	40,975	684	62.0	17,598,718	114.0	18,004,655	22,931	4,818,457	2,669,262	NaN	0.0
1	Not Like Us	Not Like Us	Kendrick Lamar	5/4/2024	USUG12400910	2.0	545.9	323,703,884	28,113	174,597,137	92.0	116,347,040	3,486,739	674,700	35,223,547	208,339,025	156,380,351	188.0	40,778	3	67.0	10,422,430	111.0	7,780,028	28,444	6,623,075	1,118,279	NaN	1.0
2	i like the way you kiss me	I like the way you kiss me	Artemas	3/19/2024	QZJ842400387	3.0	538.4	601,309,283	54,331	211,607,669	92.0	122,599,116	2,228,730	3,025,400	275,154,237	3,369,120,610	373,784,955	190.0	74,333	536	136.0	36,321,847	172.0	5,022,621	5,639	7,208,651	5,285,340	NaN	0.0
3	Flowers	Flowers - Single	Miley Cyrus	1/12/2023	USSM12209777	4.0	444.9	2,031,280,633	269,802	136,569,078	85.0	1,096,100,899	10,629,796	7,189,811	1,078,757,968	14,603,725,994	3,351,188,582	394.0	1,474,799	2,182	264.0	24,684,248	210.0	190,260,277	203,384	NaN	11,822,942	NaN	0.0
4	Houdini	Houdini	Eminem	5/31/2024	USUG12403398	5.0	423.3	107,034,922	7,223	151,469,874	88.0	77,373,957	3,670,188	16,400	NaN	NaN	112,763,851	182.0	12,185	1	82.0	17,660,624	105.0	4,493,884	7,006	207,179	457,017	NaN	1.0
5	Lovin On Me	Lovin On Me	Jack Harlow	11/10/2023	USAT22311371	6.0	410.1	670,665,438	105,892	175,421,034	83.0	131,148,091	1,392,593	4,202,367	214,943,489	2,938,686,633	2,867,222,632	138.0	522,042	4,654	86.0	17,167,254	152.0	138,529,362	50,982	9,438,601	4,517,131	NaN	1.0
6	Beautiful Things	Beautiful Things	Benson Boone	1/18/2024	USWB12307016	7.0	407.2	900,158,751	73,118	201,585,714	86.0	308,723,145	4,120,760	NaN	29,584,940	534,915,313	4,601,579,812	280.0	383,478	429	168.0	48,197,850	154.0	65,447,476	57,372	NaN	9,990,302	NaN	0.0
7	Gata Only	Gata Only	FloyyMenor	2/2/2024	QZL382406049	8.0	375.8	675,079,153	40,094	211,236,940	92.0	228,382,568	1,439,495	3,500,000	338,546,668	3,804,584,163	2,112,581,620	160.0	17,221	30	87.0	33,245,595	53.0	3,372,428	5,762	NaN	6,063,523	NaN	1.0
8	Danza Kuduro - Cover	ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ - ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ï¿½ -	MUSIC LAB JPN	6/9/2024	TCJPA2463708	9.0	355.7	1,653,018,119	1	15	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0
9	BAND4BAND (feat. Lil Baby)	BAND4BAND (feat. Lil Baby)	Central Cee	5/23/2024	USSM12404354	10.0	330.6	90,676,573	10,400	184,199,419	86.0	32,735,244	988,682	325,800	121,574,500	974,656,200	174,706,874	191.0	3,823	117	78.0	10,800,098	92.0	1,005,626	842	3,679,709	666,302	NaN	1.0

	Track	Album Name	Artist	Release Date	ISRC	All Time Rank	Track Score	Spotify Streams	Spotify Playlist Count	Spotify Playlist Reach	Spotify Popularity	YouTube Views	YouTube Likes	TikTok Posts	TikTok Likes	TikTok Views	YouTube Playlist Reach	Apple Music Playlist Count	AirPlay Spins	SiriusXM Spins	Deezer Playlist Count	Deezer Playlist Reach	Amazon Playlist Count	Pandora Streams	Pandora Track Stations	Soundcloud Streams	Shazam Counts	TIDAL Popularity	Explicit Track
4590	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4591	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4592	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4593	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4594	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4595	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4596	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4597	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4598	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4599	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Duplicate rows

Most frequently occurring

	Track	Album Name	Artist	Release Date	ISRC	All Time Rank	Track Score	Spotify Streams	Spotify Playlist Count	Spotify Playlist Reach	Spotify Popularity	YouTube Views	YouTube Likes	TikTok Posts	TikTok Likes	TikTok Views	YouTube Playlist Reach	Apple Music Playlist Count	AirPlay Spins	SiriusXM Spins	Deezer Playlist Count	Deezer Playlist Reach	Amazon Playlist Count	Pandora Streams	Pandora Track Stations	Soundcloud Streams	Shazam Counts	Explicit Track	# duplicates
0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	4155

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Open Punctuation

Close Punctuation

Space Separator

Other Number

Dash Punctuation

Math Symbol

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Open Punctuation

Close Punctuation

Space Separator

Other Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Other Punctuation

Space Separator

Other Number

Dash Punctuation

Currency Symbol

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number